Validity Measures for the Fuzzy Cluster Analysis of Orientations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Why so many clustering algorithms: a position paper
ACM SIGKDD Explorations Newsletter
Journal of Intelligent and Robotic Systems
Evidence Accumulation Clustering Based on the K-Means Algorithm
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
A Combination Scheme for Fuzzy Clustering
AFSS '02 Proceedings of the 2002 AFSS International Conference on Fuzzy Systems. Calcutta: Advances in Soft Computing
Non-euclidean genetic FCM clustering algorithm
Technologies for constructing intelligent systems
A fuzzy c-means variant for the generation of fuzzy term sets
Fuzzy Sets and Systems - Theme: Modeling and learning
A method for fuzzy system identification based on clustering analysis
Systems Analysis Modelling Simulation
A New Cluster Isolation Criterion Based on Dissimilarity Increments
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fuzzy cluster validation index based on inter-cluster proximity
Pattern Recognition Letters
A Similarity-Based Robust Clustering Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
A new approach for measuring the validity of the fuzzy c-means algorithm
Advances in Engineering Software
Simulated Annealing Using a Reversible Jump Markov Chain Monte Carlo Algorithm for Fuzzy Clustering
IEEE Transactions on Knowledge and Data Engineering
Combining Multiple Clusterings Using Evidence Accumulation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A cluster validation index for GK cluster analysis based on relative degree of sharing
Information Sciences—Informatics and Computer Science: An International Journal
Estimation of weibull parameters using a fuzzy least-squares method
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
A cluster validity index for fuzzy clustering
Pattern Recognition Letters
Resampling Method for Unsupervised Estimation of Cluster Validity
Neural Computation
A New Cluster Validity for Data Clustering
Neural Processing Letters
An objective approach to cluster validation
Pattern Recognition Letters
Continuous-time nonlinear model predictive control of time-delayed Wiener-type systems
MIC'06 Proceedings of the 25th IASTED international conference on Modeling, indentification, and control
Robust detection of sources based on clustering in spatially correlated noise fields
SPPRA'06 Proceedings of the 24th IASTED international conference on Signal processing, pattern recognition, and applications
Fuzzy decision making in embedded system design
CODES+ISSS '06 Proceedings of the 4th international conference on Hardware/software codesign and system synthesis
Unsupervised possibilistic clustering
Pattern Recognition
Fuzzy Bayesian validation for cluster analysis of yeast cell-cycle data
Pattern Recognition
Pattern Recognition Letters
Spatial estimation model of porosity
Computers & Geosciences
A robust deterministic annealing algorithm for data clustering
Data & Knowledge Engineering
Effective learning system techniques for human-robot interaction in service environment
Knowledge-Based Systems
Neural Fuzzy Agents for Profile Learning and Adaptive Object Matching
Presence: Teleoperators and Virtual Environments
Audio-visual person authentication using lip-motion from orientation maps
Pattern Recognition Letters
On fuzzy cluster validity indices
Fuzzy Sets and Systems
A new unsupervised approach for fuzzy clustering
Fuzzy Sets and Systems
Fuzzy-rough nearest neighbor algorithms in classification
Fuzzy Sets and Systems
Upper and lower values for the level of fuzziness in FCM
Information Sciences: an International Journal
Fuzzy functions with support vector machines
Information Sciences: an International Journal
Relational visual cluster validity (RVCV)
Pattern Recognition Letters
Unsupervised fuzzy learning and cluster seeking
Intelligent Data Analysis
3D head model retrieval in kernel feature space using HSOM
Pattern Recognition
Prediction of neonatal jaundice using fuzzy clustering methods
BIEN '07 Proceedings of the fifth IASTED International Conference: biomedical engineering
Validation criteria for enhanced fuzzy clustering
Pattern Recognition Letters
A cluster validity index for fuzzy clustering
Information Sciences: an International Journal
Enhanced P2P services providing multimedia content
Advances in Multimedia
Using fuzzy clustering methods for delineating urban housing submarkets
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Cybernetics and Systems Analysis
Evolutionary fuzzy cluster analysis with Bayesian validation of gene expression profiles
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Evolutionary computation in bioinformatics
Improved batch fuzzy learning vector quantization for image compression
Information Sciences: an International Journal
Deriving meaningful rules from gene expression data for classification
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
On External Measures for Validation of Fuzzy Partitions
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
Compact Rule Learner on Weighted Fuzzy Approximation Spaces for Class Imbalanced and Hybrid Data
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
A Family of Cluster Validity Indexes Based on a l-Order Fuzzy OR Operator
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
On the efficiency of evolutionary fuzzy clustering
Journal of Heuristics
Unsupervised Pixel Classification in Satellite Imagery: A Two-stage Fuzzy Clustering Approach
Fundamenta Informaticae
Image backlight compensation using neuro-fuzzy networks with immune particle swarm optimization
Expert Systems with Applications: An International Journal
Counting eosinophils in bronchoalveolar lavage fluid images with fuzzy methodology
Applied Soft Computing
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
New Inter-Cluster Proximity Index for Fuzzy c-Means Clustering
IEICE - Transactions on Information and Systems
Characterizing Multimedia Objects through Multimodal Content Analysis and Fuzzy Fingerprints
Advanced Internet Based Systems and Applications
Use of hybrid intelligent computing in mineral resources evaluation
Applied Soft Computing
Fuzzy connectivity clustering with radial basis kernel functions
Fuzzy Sets and Systems
Expert Systems with Applications: An International Journal
Heuristic Search for Cluster Centroids: An Ant-Based Approach for FCM Initialization
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Robust cluster validity indexes
Pattern Recognition
Retracted Article: A New Cluster Validity Index for Fuzzy Clustering Based on Similarity Measure
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
A method of relational fuzzy clustering based on producing feature vectors using FastMap
Information Sciences: an International Journal
Autocorrelation-based fuzzy clustering of time series
Fuzzy Sets and Systems
Robustness of density-based clustering methods with various neighborhood relations
Fuzzy Sets and Systems
A survey of evolutionary algorithms for clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
IEEE Transactions on Fuzzy Systems
A fuzzy gap statistic for fuzzy C-means
ASC '07 Proceedings of The Eleventh IASTED International Conference on Artificial Intelligence and Soft Computing
A new digital literature retrieval system based on information analysis
IMSA '07 Proceedings of the Eleventh IASTED International Conference on Internet and Multimedia Systems and Applications
A segmentation method for images compressed by fuzzy transforms
Fuzzy Sets and Systems
Quality indices for (practical) clustering evaluation
Intelligent Data Analysis
Semi-supervised classification method for dynamic applications
Fuzzy Sets and Systems
Estimation of the dynamics of two-dimensional clusters
ACC'09 Proceedings of the 2009 conference on American Control Conference
A stability based validity method for fuzzy clustering
Pattern Recognition
Kernel-induced fuzzy clustering of image pixels with an improved differential evolution algorithm
Information Sciences: an International Journal
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
A generalized spatial fuzzy C-means algorithm for medical image segmentation
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
An improved clustering validity index for determining the number of malware clusters
ASID'09 Proceedings of the 3rd international conference on Anti-Counterfeiting, security, and identification in communication
A weight-featured and data-distribution-based fuzzy pattern classification approach
Control and Intelligent Systems
Cluster validation using information stability measures
Pattern Recognition Letters
A novel fuzzy clustering algorithm based on a fuzzy scatter matrix with optimality tests
Pattern Recognition Letters
On the compact computational domain of fuzzy-rough sets
Pattern Recognition Letters
Median fuzzy c-means for clustering dissimilarity data
Neurocomputing
A region-based skin color detection algorithm
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Comparing fuzzy data sets by means of graph matching technique
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Fuzzy labeled self-organizing map for classification of spectra
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Generalized external indexes for comparing data partitions with overlapping categories
Pattern Recognition Letters
A novel fuzzy kernel C-means algorithm for document clustering
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
A clustering-oriented star coordinate translation method for reliable clustering parameterization
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Intra-cluster similarity index based on fuzzy rough sets for fuzzy c-means algorithm
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Application of network intrusion detection based on fuzzy C-means clustering algorithm
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Novel clustering algorithms based on improved artificial fish swarm algorithm
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 3
A fuzzy clustering iterative model on temporal distribution of precipitation and its application
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 6
A fuzzy segmentation method for Computed Tomography images
International Journal of Intelligent Information and Database Systems
Optimizing network anomaly detection scheme using instance selection mechanism
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Editorial: New fuzzy c-means clustering model based on the data weighted approach
Data & Knowledge Engineering
The structural clustering and analysis of metric based on granular space
Pattern Recognition
Expert Systems with Applications: An International Journal
WSEAS Transactions on Information Science and Applications
A multiobjective approach to MR brain image segmentation
Applied Soft Computing
An improved Takagi-Sugeno fuzzy model with multidimensional fuzzy sets
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - FUZZYSS’2009
A cluster validity index for fuzzy clustering
Fuzzy Sets and Systems
A modified fuzzy c-means algorithm for association rules clustering
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
A framework for clustering categorical time-evolving data
IEEE Transactions on Fuzzy Systems
Fuzzy clustering algorithms for unsupervised change detection in remote sensing images
Information Sciences: an International Journal
A time-efficient pattern reduction algorithm for k-means clustering
Information Sciences: an International Journal
An application of fuzzy information granulation in the emerging area of online sports
Expert Systems with Applications: An International Journal
Evolutionary clustering of relational data
International Journal of Hybrid Intelligent Systems - Advances in Intelligent Agent Systems
An improved FCM clustering method for interval data
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
A new multi-objective technique for differential fuzzy clustering
Applied Soft Computing
Efficiency issues of evolutionary k-means
Applied Soft Computing
Time series labeling algorithms based on the K-nearest neighbors' frequencies
Expert Systems with Applications: An International Journal
Fuzzy clustering of time series in the frequency domain
Information Sciences: an International Journal
A fuzzy case based reasoning approach to value engineering
Expert Systems with Applications: An International Journal
Unsupervised and Supervised Learning Approaches Together for Microarray Analysis
Fundamenta Informaticae
Expert Systems with Applications: An International Journal
Density-based Silhouette diagnostics for clustering methods
Statistics and Computing
Audio segmentation and classification using a temporally weighted fuzzy C-means algorithm
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Evolutionary fuzzy clustering of relational data
Theoretical Computer Science
Analysis of parameter selections for fuzzy c-means
Pattern Recognition
Measuring the component overlapping in the Gaussian mixture model
Data Mining and Knowledge Discovery
Spectral clustering with fuzzy similarity measure
Digital Signal Processing
A validity criterion for fuzzy clustering
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
A genetic clustering algorithm using a message-based similarity measure
Expert Systems with Applications: An International Journal
Pattern Recognition
MiniMax ε-stable cluster validity index for Type-2 fuzziness
Information Sciences: an International Journal
Finding the event structure of neuronal spike trains
Neural Computation
A p2p architecture for multimedia content retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
EWFCM algorithm and region-based multi-level thresholding
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Classification of digital terrain models through fuzzy clustering: an application
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
An improved kNN algorithm – fuzzy kNN
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
IWCIA'04 Proceedings of the 10th international conference on Combinatorial Image Analysis
A new pre-processing method for regression
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
A quality driven Hierarchical Data Divisive Soft Clustering for information retrieval
Knowledge-Based Systems
Forecasting intermittent demand by fuzzy support vector machines
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Multi-level thresholding using entropy-based weighted FCM algorithm in color image
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Trail-and-Error approach for determining the number of clusters
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
A two-stage genetic algorithm for automatic clustering
Neurocomputing
SVR-based method forecasting intermittent demand for service parts inventories
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
A novel training algorithm for RBF neural network using a hybrid fuzzy clustering approach
Fuzzy Sets and Systems
An improved clustering algorithm for information granulation
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Improved-FCM-Based readout segmentation and PRML detection for photochromic optical disks
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Improved differential evolution for microarray analysis
International Journal of Data Mining and Bioinformatics
A modified fuzzy c-means algorithm for differentiation in MRI of ophthalmology
MDAI'06 Proceedings of the Third international conference on Modeling Decisions for Artificial Intelligence
Hierarchical clustering in power system based on fuzzy transitive closure
WSEAS Transactions on Circuits and Systems
Partitive clustering (K-means family)
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
New specifics for a hierarchial estimator meta-algorithm
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Expert Systems with Applications: An International Journal
Estimation of respiratory parameters via fuzzy clustering
Artificial Intelligence in Medicine
Objective function-based clustering
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Tackling outliers in granular box regression
Information Sciences: an International Journal
Automatic aspect discrimination in data clustering
Pattern Recognition
Data mining using clinical physiology at discharge to predict ICU readmissions
Expert Systems with Applications: An International Journal
Unsupervised Pixel Classification in Satellite Imagery: A Two-stage Fuzzy Clustering Approach
Fundamenta Informaticae
Kernelized fuzzy c-means method and gaussian mixture model in unsupervised cascade clustering
ITIB'12 Proceedings of the Third international conference on Information Technologies in Biomedicine
The range of the value for the fuzzifier of the fuzzy c-means algorithm
Pattern Recognition Letters
Detecting RNA sequences using two-stage SVM classifier
LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation
Center-Wise intra-inter silhouettes
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
Piecewise laplacian-based projection for interactive data exploration and organization
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
A new index based on sparsity measures for comparing fuzzy partitions
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A novel fuzzy clustering algorithm with between-cluster information for categorical data
Fuzzy Sets and Systems
Soft clustering -- Fuzzy and rough approaches and their extensions and derivatives
International Journal of Approximate Reasoning
ASCCN: Arbitrary Shaped Clustering Method with Compatible Nucleoids
International Journal of Data Warehousing and Mining
Image Segmentation Based on Bacterial Foraging and FCM Algorithm
International Journal of Swarm Intelligence Research
Information Sciences: an International Journal
A new indirect approach to the type-2 fuzzy systems modeling and design
Information Sciences: an International Journal
An enhanced fuzzy c-means algorithm for audio segmentation and classification
Multimedia Tools and Applications
Functional fuzzy clusterwise regression analysis
Advances in Data Analysis and Classification
Clustering construction on a multimodal probability model
Information Sciences: an International Journal
Computerized analysis of respiratory sounds during COPD exacerbations
Computers in Biology and Medicine
Computer Methods and Programs in Biomedicine
Advances in Clustering Collaborative Filtering by means of Fuzzy C-means and trust
Expert Systems with Applications: An International Journal
Evolutionary k-means for distributed data sets
Neurocomputing
Feature weighted unsupervised classification algorithm and adaptation for software cost estimation
International Journal of Computational Intelligence Studies
A size-insensitive integrity-based fuzzy c-means method for data clustering
Pattern Recognition
Fast classification for large data sets via random selection clustering and Support Vector Machines
Intelligent Data Analysis
| Hi-index | 0.02 |
Many functionals have been proposed for validation of partitions of object data produced by the fuzzy c-means (FCM) clustering algorithm. We examine the role a subtle but important parameter-the weighting exponent m of the FCM model-plays in determining the validity of FCM partitions. The functionals considered are the partition coefficient and entropy indexes of Bezdek, the Xie-Beni (1991), and extended Xie-Beni indexes, and the Fukuyama-Sugeno index (1989). Limit analysis indicates, and numerical experiments confirm, that the Fukuyama-Sugeno index is sensitive to both high and low values of m and may be unreliable because of this. Of the indexes tested, the Xie-Beni index provided the best response over a wide range of choices for the number of clusters, (2-10), and for m from 1.01-7. Finally, our calculations suggest that the best choice for m is probably in the interval [1.5, 2.5], whose mean and midpoint, m=2, have often been the preferred choice for many users of FCM